Machine Learning, Artificial Intelligence and Data Modeling for the Next Decade of Space Biology Research and Astronaut Health Support. Antonsen, E., Babdor, J., Baranzini, S. E, Barker, R., Beheshti, A., Berrios, D. C, Chalk, S., Delgado-Aparicio, G. M, Martin, H. G., Glicksberg, B. S, Greene, C. S, Haendel, M., Hamid, A. A, Hastings, J. J., Heller, P., Hoarfrost, A., Jamieson, D., Jarvis, K. J, Kalantari, J., Khezeli, K., Komarova, S. V, Komorowski, M., Kothiyal, P., Mahabal, A., Manor, U., Matar, M., Mias, G. I, Miller, J., Jr, J. G M., Nelson, C., Oribello, J., Park, S., Parsons-Wingerter, P., Prabhu, R., Qutub, A. A., Rask, J., Reynolds, R. J, Saravia-Butler, A., Saria, S., Sawyer, A. J, Singh, N. K., Soboczenski, F., Snyder, M., Soman, K., Theriot, C. A, Valen, D. V., Warren, L., Worthey, L., Yang, J. H, & Zitnik, M. Technical Report NASA, 2021. abstract bibtex We propose a ten-year research campaign to maximally adopt artificial intelligence (AI) and machine learning (ML) capabilities in space biology research and the design of spaceflight health systems. Fully leveraging AI/ML functionalities will enable generating and analyzing large amounts of data while requiring limited human time, and increasing knowledge gain of biological spaceflight effects. Further, integration of AI/ML into support systems for spacecraft, ecosystem, and astronaut health will increase the power of adverse event prediction and mitigation.
@techreport{Antonsen2021,
abstract = {We propose a ten-year research campaign to maximally adopt artificial intelligence (AI) and machine learning (ML) capabilities in space biology research and the design of spaceflight health systems. Fully leveraging AI/ML functionalities will enable generating and analyzing large amounts of data while requiring limited human time, and increasing knowledge gain of biological spaceflight effects. Further, integration of AI/ML into support systems for spacecraft, ecosystem, and astronaut health will increase the power of adverse event prediction and mitigation.},
author = {Antonsen, Erik and Babdor, Joel and Baranzini, Sergio E and Barker, Richard and Beheshti, Afshin and Berrios, Daniel C and Chalk, Stuart and Delgado-Aparicio, Guillermo M and Martin, Hector Garcia and Glicksberg, Benjamin S and Greene, Casey S and Haendel, Melissa and Hamid, Arif A and Hastings, Jaden JA and Heller, Philip and Hoarfrost, Adrienne and Jamieson, Daniel and Jarvis, Katelyn J and Kalantari, John and Khezeli, Kia and Komarova, Svetlana V and Komorowski, Matthieu and Kothiyal, Prachi and Mahabal, Ashish and Manor, Uri and Matar, Mona and Mias, George I and Miller, Jack and Jr, Jerry G Myers and Nelson, Charlotte and Oribello, Jonathan and Park, Seung-min and Parsons-Wingerter, Patricia and Prabhu, RK and Qutub, Amina Ann and Rask, Jon and Reynolds, Robert J and Saravia-Butler, Amanda and Saria, Suchi and Sawyer, Aenor J and Singh, Nitin Kumar and Soboczenski, Frank and Snyder, Michael and Soman, Karthik and Theriot, Corey A and Valen, David Van and Warren, Liz and Worthey, Liz and Yang, Jason H and Zitnik, Marinka},
institution = {NASA},
title = {{Machine Learning, Artificial Intelligence and Data Modeling for the Next Decade of Space Biology Research and Astronaut Health Support}},
year = {2021}
}
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